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ProActive APM Consul Group

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Jonathan Bywater
Jonathan Bywater

Why Data is the Lifeblood of APM


Every asset tells a story through data. A pump’s vibration, a motor’s temperature, a turbine’s power output—all are signals of its health and performance. In the past, this information was collected manually and often siloed. Now, with IoT sensors and connected systems, organizations capture vast streams of real-time data.

The challenge is not collecting data—it’s making sense of it. Without the right tools, data becomes noise. This is where AI and ML prove invaluable. They turn raw data into actionable insights, highlighting anomalies, forecasting failures, and optimizing performance.

In APM, data is the fuel and algorithms are the engine. Together, they drive smarter, faster, and more reliable decision-making.

👉 Reflection: Is your organization gathering more asset data than it can effectively use?

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